Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: TMEM87A

Gene summary for TMEM87A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM87A

Gene ID

25963

Gene nametransmembrane protein 87A
Gene AliasTMEM87A
Cytomap15q15.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8NBN3


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
25963TMEM87ACA_HPV_1HumanCervixCC1.04e-02-5.91e-020.0264
25963TMEM87ACCI_1HumanCervixCC4.65e-025.85e-010.528
25963TMEM87ACCI_2HumanCervixCC4.86e-047.14e-010.5249
25963TMEM87AHTA11_3410_2000001011HumanColorectumAD2.65e-20-5.94e-010.0155
25963TMEM87AHTA11_2951_2000001011HumanColorectumAD2.24e-05-9.11e-010.0216
25963TMEM87AHTA11_347_2000001011HumanColorectumAD5.60e-033.96e-01-0.1954
25963TMEM87AHTA11_866_3004761011HumanColorectumAD3.19e-03-3.81e-010.096
25963TMEM87AHTA11_9408_2000001011HumanColorectumAD1.69e-02-7.37e-010.0451
25963TMEM87AHTA11_99999965062_69753HumanColorectumMSI-H1.14e-068.06e-010.3487
25963TMEM87AHTA11_99999965104_69814HumanColorectumMSS2.73e-035.43e-010.281
25963TMEM87AHTA11_99999971662_82457HumanColorectumMSS1.62e-02-3.80e-010.3859
25963TMEM87AHTA11_99999973899_84307HumanColorectumMSS1.10e-02-4.79e-010.2585
25963TMEM87AHTA11_99999974143_84620HumanColorectumMSS1.24e-09-5.41e-010.3005
25963TMEM87AF007HumanColorectumFAP3.37e-12-6.64e-010.1176
25963TMEM87AA002-C-010HumanColorectumFAP3.08e-02-1.34e-010.242
25963TMEM87AA001-C-207HumanColorectumFAP5.79e-06-3.24e-010.1278
25963TMEM87AA015-C-203HumanColorectumFAP2.12e-34-4.03e-01-0.1294
25963TMEM87AA015-C-204HumanColorectumFAP5.02e-08-2.72e-01-0.0228
25963TMEM87AA014-C-040HumanColorectumFAP7.32e-07-2.58e-01-0.1184
25963TMEM87AA002-C-201HumanColorectumFAP1.53e-15-2.69e-010.0324
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001648213ProstateTumorcytosolic transport54/3246168/187232.01e-063.46e-0554
GO:001619713ProstateTumorendosomal transport62/3246230/187231.65e-041.47e-0362
GO:004214712ProstateTumorretrograde transport, endosome to Golgi25/324691/187231.05e-024.38e-0225
GO:001648215SkinAKcytosolic transport36/1910168/187231.26e-052.56e-0436
GO:001619716SkinAKendosomal transport41/1910230/187232.76e-042.93e-0341
GO:00421478SkinAKretrograde transport, endosome to Golgi19/191091/187231.84e-031.27e-0219
GO:001619717SkincSCCendosomal transport98/4864230/187232.71e-087.41e-0798
GO:001648216SkincSCCcytosolic transport71/4864168/187233.02e-064.72e-0571
GO:004214714SkincSCCretrograde transport, endosome to Golgi40/486491/187231.49e-041.33e-0340
GO:001619718ThyroidPTCendosomal transport128/5968230/187236.26e-143.52e-12128
GO:001648217ThyroidPTCcytosolic transport92/5968168/187236.41e-101.97e-0892
GO:00421479ThyroidPTCretrograde transport, endosome to Golgi48/596891/187232.86e-052.78e-0448
GO:001619719ThyroidATCendosomal transport128/6293230/187234.44e-121.75e-10128
GO:001648218ThyroidATCcytosolic transport93/6293168/187235.19e-091.15e-0793
GO:004214715ThyroidATCretrograde transport, endosome to Golgi49/629391/187235.48e-054.23e-0449
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
TMEM87ASNVMissense_Mutationc.681N>Ap.Met227Ilep.M227IQ8NBN3protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
TMEM87ASNVMissense_Mutationc.842A>Gp.Gln281Argp.Q281RQ8NBN3protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E2-A15P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TMEM87ASNVMissense_Mutationnovelc.188C>Tp.Thr63Ilep.T63IQ8NBN3protein_codingdeleterious(0)possibly_damaging(0.69)TCGA-OL-A5S0-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxolCR
TMEM87AinsertionNonsense_Mutationnovelc.1336_1337insCTTAGTTTCCTTTCTATATACTGAGGGGGAATTAAACCCAGp.Arg446ProfsTer2p.R446Pfs*2Q8NBN3protein_codingTCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
TMEM87ASNVMissense_Mutationrs773068113c.413C>Tp.Ser138Phep.S138FQ8NBN3protein_codingtolerated(0.66)benign(0.023)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TMEM87ASNVMissense_Mutationc.298G>Ap.Glu100Lysp.E100KQ8NBN3protein_codingtolerated(0.57)benign(0.001)TCGA-FU-A2QG-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMEM87ASNVMissense_Mutationnovelc.1468G>Cp.Glu490Glnp.E490QQ8NBN3protein_codingdeleterious(0.01)probably_damaging(0.941)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TMEM87ASNVMissense_Mutationc.1456C>Tp.Pro486Serp.P486SQ8NBN3protein_codingtolerated(0.45)possibly_damaging(0.895)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM87ASNVMissense_Mutationnovelc.40N>Ap.Leu14Ilep.L14IQ8NBN3protein_codingtolerated(0.11)benign(0.017)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TMEM87ASNVMissense_Mutationrs749148379c.913N>Tp.Arg305Cysp.R305CQ8NBN3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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